{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd               # 数据处理\n",
    "import matplotlib.pyplot as plt    # 绘图\n",
    "import seaborn as sns             # 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df= pd.read_csv( \"./data/Mall_Customers.csv\")\n",
    "# inplace 直接在原 DataFrame 上进行修改，而不是返回一个修改后的副本\n",
    "df.rename (columns={\"CustomerID\": \"id\", \"Age\": \"age\", \"Annual Income (k$)\": \"annual_income\", \"Spending Score (1-100)\": \"spending_score\"}, inplace=True)\n",
    "df.drop(columns=[\"id\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 数值型字段\n",
    "numcol = [\"age\", \"annual_income\", \"spending_score\"]\n",
    "# 类别型字段\n",
    "objcol = ['Gender']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 单变量分析\n",
    "## 类别型特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\24211\\AppData\\Local\\Temp\\ipykernel_23484\\1443414987.py:8: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  ax = sns.countplot(data=df, x=\"Gender\", palette=my_pal)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置 Seaborn 样式\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "# 定义颜色调色板\n",
    "my_pal = {\"Male\": \"slateblue\", \"Female\": \"lightsalmon\"}\n",
    "\n",
    "# 创建计数图\n",
    "ax = sns.countplot(data=df, x=\"Gender\", palette=my_pal)\n",
    "\n",
    "# 显示网格\n",
    "ax.grid(True, axis='both')\n",
    "\n",
    "# 添加条形图注释\n",
    "for p in ax.patches:\n",
    "    ax.annotate('{:.1f}'.format(p.get_height()), (p.get_x() + 0.25, p.get_height() + 0.3))\n",
    "    percentage = \"{:.1f}%\".format(100 * p.get_height() / len(df[\"Gender\"]))\n",
    "    ax.annotate(percentage, (p.get_x() + 0.25, p.get_height() / 2))\n",
    "\n",
    "# 设置标题\n",
    "plt.title(\"Gender Count Plot\")\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 数值型特征\n",
    "对于数值型特征，使用箱线图、直方图和核密度估计图查看数据分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置 Seaborn 样式并禁用网格线\n",
    "sns.set_style(\"ticks\", {'axes.grid': False})\n",
    "\n",
    "# 假设 numcol 是数值列的列表\n",
    "numcol = df.select_dtypes(include='number').columns\n",
    "\n",
    "# 遍历数值列并绘图\n",
    "for idx, col in enumerate(numcol):\n",
    "    plt.figure()\n",
    "    f, ax = plt.subplots(nrows=2, sharex=True, gridspec_kw={\"height_ratios\": (0.2, 0.85)}, figsize=(10, 8))\n",
    "    plt.suptitle(f\"{col.upper()}\", y=0.93)\n",
    "\n",
    "    # 绘制箱线图\n",
    "    sns.boxplot(\n",
    "        data=df, x=col, ax=ax[0], color=\"slateblue\",\n",
    "        boxprops=dict(alpha=.7),\n",
    "        linewidth=0.8, width=0.6, fliersize=10,\n",
    "        flierprops={\"marker\": \"o\", \"markerfacecolor\": \"slateblue\"},  # 修改为小写 'o'\n",
    "        medianprops={\"color\": \"black\", \"linewidth\": 2.5}\n",
    "    )\n",
    "\n",
    "    # 绘制直方图\n",
    "    sns.histplot(\n",
    "        data=df, x=col, ax=ax[1],\n",
    "        multiple=\"layer\", fill=True, color=\"slateblue\", bins=40\n",
    "    )\n",
    "\n",
    "    # 绘制核密度估计图\n",
    "    ax2 = ax[1].twinx()\n",
    "    sns.kdeplot(\n",
    "        data=df, x=col, ax=ax2,\n",
    "        multiple=\"layer\", fill=True,\n",
    "        color=\"slateblue\", bw_adjust=0.9,\n",
    "        alpha=0.1, linestyles=\"--\"\n",
    "    )\n",
    "\n",
    "    # 设置网格和标签\n",
    "    ax[1].grid(True)\n",
    "    ax[0].set(xlabel=\"\")\n",
    "    ax[1].set_xlabel(col, fontsize=14)\n",
    "\n",
    "    # 关闭顶端箱线图的网格\n",
    "    ax[0].grid(False)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 双变量分析\n",
    "使用成对关系图分析变量之间的关系，对角线上的图表示变量的分布情况，其余图可以展现变量之间的相关性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置 Seaborn 样式，并禁用网格线\n",
    "sns.set_style(\"ticks\", {'axes.grid': False})\n",
    "\n",
    "def pairplot_hue(df, hue, **kwargs):\n",
    "    \"\"\"\n",
    "    绘制带有 hue 参数的成对关系图。\n",
    "\n",
    "    参数:\n",
    "        df (DataFrame): 数据框，包含需要绘图的列\n",
    "        hue (str): 用于分类的列名\n",
    "        **kwargs: 其他传递给 sns.pairplot 的参数\n",
    "\n",
    "    返回:\n",
    "        PairGrid: Seaborn 的 PairGrid 对象\n",
    "    \"\"\"\n",
    "    g = sns.pairplot(df, hue=hue, **kwargs)\n",
    "    g.fig.subplots_adjust(top=0.9)\n",
    "    g.fig.suptitle(hue)\n",
    "    return g\n",
    "\n",
    "# 假设 df 是你的数据框\n",
    "# 生成数值列和对象列的列表\n",
    "numcol = ['age', 'annual_income', 'spending_score']\n",
    "objcol = ['Gender']\n",
    "\n",
    "# 绘制成对关系图，按 Gender 分类\n",
    "pairplot_hue(df[numcol + objcol], hue='Gender')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 数据归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# 初始化 MinMaxScaler\n",
    "scaler = MinMaxScaler()\n",
    "\n",
    "# 创建数据框的副本\n",
    "df_scaled = df.copy()\n",
    "\n",
    "# 对数值列进行归一化\n",
    "for col in numcol:\n",
    "    df_scaled[col] = scaler.fit_transform(df_scaled[col].values.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 聚类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"OMP_NUM_THREADS\"] = \"1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import pandas as pd\n",
    "\n",
    "# 假设 df_scaled 已经经过归一化处理\n",
    "\n",
    "# 确定 KMeans 聚类的 k 值范围\n",
    "k_range = range(2, 10)\n",
    "\n",
    "# 提取用于聚类的特征列\n",
    "X = df_scaled[[\"annual_income\", \"spending_score\"]]\n",
    "\n",
    "# 对每个 k 值进行 KMeans 聚类\n",
    "for k in k_range:\n",
    "    model = KMeans(n_clusters=k, random_state=42)\n",
    "    model.fit(X)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
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